sunilseegi / data-science-resources

Data Science related resources and cheatsheets

Data Science Resources

This repository contains resources and cheatsheets that should be helpful for anyone learning or practicing data science.

• Cheat Sheets - contains a lot of useful cheat sheets for Python, data analysis, machine learning, Git and more.
• Python - contains different Python, Pandas and NumPy guides, tips and tricks.
• Machine Learning - conatins different machine learning guides: supervised learning (regression, classification, tree-based models etc), unsupervised learning (clustering), feature selection, model evaluation, etc.
• Data Visualization - contains various data visualization guides - Pandas plotting, Matplotlib, Seaborn, Bokeh.
• Natural Language Processing - contains Natural Language Processing resources: NLTK, SKLearn NLP and more.
• Statistics - contains mostly theoretical reading to deepen your understanding of statistics.
• Mathematics - contains resources for math topics that are relevant for data scientists.
• Datasets - links to interesting datasets.
• Development Environment - contains development environment resources: Command Line, Git, Jupyter Notebook, etc.